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Crocodiles vs Alligators
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {
"hide_input": false
},
"source": [
"# Creating your own dataset from Google Images\n",
"\n",
"*by: Francisco Ingham and Jeremy Howard. Inspired by [Adrian Rosebrock](https://www.pyimagesearch.com/2017/12/04/how-to-create-a-deep-learning-dataset-using-google-images/)*"
]
},
{
"cell_type": "markdown",
"metadata": {
"hide_input": true
},
"source": [
"In this tutorial we will see how to easily create an image dataset through Google Images. **Note**: You will have to repeat these steps for any new category you want to Google (e.g once for dogs and once for cats)."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Get a list of URLs"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Search and scroll"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Go to [Google Images](http://images.google.com) and search for the images you are interested in. The more specific you are in your Google Search, the better the results and the less manual pruning you will have to do.\n",
"\n",
"Scroll down until you've seen all the images you want to download, or until you see a button that says 'Show more results'. All the images you scrolled past are now available to download. To get more, click on the button, and continue scrolling. The maximum number of images Google Images shows is 700.\n",
"\n",
"It is a good idea to put things you want to exclude into the search query, for instance if you are searching for the Eurasian wolf, \"canis lupus lupus\", it might be a good idea to exclude other variants:\n",
"\n",
" \"canis lupus lupus\" -dog -arctos -familiaris -baileyi -occidentalis\n",
"\n",
"You can also limit your results to show only photos by clicking on Tools and selecting Photos from the Type dropdown."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Download into file"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now you must run some Javascript code in your browser which will save the URLs of all the images you want for you dataset.\n",
"\n",
"Press <kbd>Ctrl</kbd><kbd>Shift</kbd><kbd>J</kbd> in Windows/Linux and <kbd>Cmd</kbd><kbd>Opt</kbd><kbd>J</kbd> in Mac, and a small window the javascript 'Console' will appear. That is where you will paste the JavaScript commands.\n",
"\n",
"You will need to get the urls of each of the images. You can do this by running the following commands:\n",
"\n",
"```javascript\n",
"urls = Array.from(document.querySelectorAll('.rg_di .rg_meta')).map(el=>JSON.parse(el.textContent).ou);\n",
"window.open('data:text/csv;charset=utf-8,' + escape(urls.join('\\n')));\n",
"```"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Create directory and upload urls file into your server"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"hide_input": false
},
"outputs": [],
"source": [
"from fastai import *\n",
"from fastai.vision import *"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Choose an appropriate name for your labeled images. You can run these steps multiple times to grab different labels."
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"folder = 'crocodiles'\n",
"file = 'crocodiles.txt'"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"folder = 'alligators'\n",
"file = 'alligators.txt'"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"You will need to run this line once per each category."
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"path = Path('data/crocs')\n",
"dest = path/folder\n",
"dest.mkdir(parents=True, exist_ok=True)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'alligators'"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"folder"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Finally, upload your urls file. You just need to press 'Upload' in your working directory and select your file, then click 'Upload' for each of the displayed files.\n",
"\n",
"![uploaded file](images/download_images/upload.png)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Download images"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now you will need to download you images from their respective urls.\n",
"\n",
"fast.ai has a function that allows you to do just that. You just have to specify the urls filename and the destination folder and this function will download and save all images than can be opened. If they have some problem in being opened, they will not be saved.\n",
"\n",
"Let's download our images! Notice you can choose a maximum number of images to be downloaded. In this case we will not download all the urls.\n",
"\n",
"You will need to run this line once for every category."
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
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"\n",
" <div>\n",
" <style>\n",
" \t/* Turns off some styling */\n",
" \tprogress {\n",
"\n",
" \t/* gets rid of default border in Firefox and Opera. */\n",
" \tborder: none;\n",
"\n",
" \t/* Needs to be in here for Safari polyfill so background images work as expected. */\n",
" \tbackground-size: auto;\n",
" }\n",
"\n",
" .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
" background: #F44336;\n",
" }\n",
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" <progress value='325' class='' max='325', style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
" 100.00% [325/325 00:17<00:00]\n",
" </div>\n",
" "
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"<IPython.core.display.HTML object>"
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{
"name": "stdout",
"output_type": "stream",
"text": [
"Error https://www.washingtonpost.com/rf/image_1484w/2010-2019/WashingtonPost/2015/03/12/Foreign/Images/2015-03-11T195457Z_01_TOR4312R_RTRIDSP_3_USA-FLORIDA-ALLIGATOR.jpg?t=20170517 HTTPSConnectionPool(host='www.washingtonpost.com', port=443): Read timed out. (read timeout=4)\n",
"Error https://philadelphiazoo.org/Animals/Images/AmericanAlligator-large.aspx HTTPSConnectionPool(host='philadelphiazoo.org', port=443): Max retries exceeded with url: /Animals/Images/AmericanAlligator-large.aspx (Caused by SSLError(SSLError(\"bad handshake: SysCallError(-1, 'Unexpected EOF')\",),))\n",
"Error https://www.washingtonpost.com/resizer/YFrbWeV1bsZX_qH1eq78SLtgGOE=/480x0/arc-anglerfish-washpost-prod-washpost.s3.amazonaws.com/public/AH6M62TXABAWDBM2MSYPGU4BOE.jpg HTTPSConnectionPool(host='www.washingtonpost.com', port=443): Read timed out. (read timeout=4)\n"
]
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],
"source": [
"#download_images(dest/file, dest, max_pics=400)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"# If you have problems download, try with `max_workers=0` to see exceptions:\n",
"# download_images(path/file, dest, max_pics=20, max_workers=0)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Then we can remove any images that can't be opened:"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"classes = ['crocodiles','alligators']"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"crocodiles\n"
]
},
{
"data": {
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"\n",
" <div>\n",
" <style>\n",
" \t/* Turns off some styling */\n",
" \tprogress {\n",
"\n",
" \t/* gets rid of default border in Firefox and Opera. */\n",
" \tborder: none;\n",
"\n",
" \t/* Needs to be in here for Safari polyfill so background images work as expected. */\n",
" \tbackground-size: auto;\n",
" }\n",
"\n",
" .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
" background: #F44336;\n",
" }\n",
" </style>\n",
" <progress value='349' class='' max='349', style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
" 100.00% [349/349 00:00<00:00]\n",
" </div>\n",
" "
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"<IPython.core.display.HTML object>"
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"text": [
"cannot identify image file '/home/jupyter/tutorials/fastai/course-v3/nbs/dl1/data/crocs/crocodiles/00000317.jpg'\n",
"cannot identify image file '/home/jupyter/tutorials/fastai/course-v3/nbs/dl1/data/crocs/crocodiles/00000346.jpg'\n",
"cannot identify image file '/home/jupyter/tutorials/fastai/course-v3/nbs/dl1/data/crocs/crocodiles/00000276.jpg'\n",
"cannot identify image file '/home/jupyter/tutorials/fastai/course-v3/nbs/dl1/data/crocs/crocodiles/00000113.jpg'\n",
"cannot identify image file '/home/jupyter/tutorials/fastai/course-v3/nbs/dl1/data/crocs/crocodiles/00000136.jpg'\n",
"cannot identify image file '/home/jupyter/tutorials/fastai/course-v3/nbs/dl1/data/crocs/crocodiles/00000188.jpg'\n",
"cannot identify image file '/home/jupyter/tutorials/fastai/course-v3/nbs/dl1/data/crocs/crocodiles/00000156.jpg'\n",
"cannot identify image file '/home/jupyter/tutorials/fastai/course-v3/nbs/dl1/data/crocs/crocodiles/00000071.jpg'\n",
"cannot identify image file '/home/jupyter/tutorials/fastai/course-v3/nbs/dl1/data/crocs/crocodiles/00000252.jpg'\n",
"cannot identify image file '/home/jupyter/tutorials/fastai/course-v3/nbs/dl1/data/crocs/crocodiles/00000297.jpg'\n",
"cannot identify image file '/home/jupyter/tutorials/fastai/course-v3/nbs/dl1/data/crocs/crocodiles/00000326.jpg'\n",
"cannot identify image file '/home/jupyter/tutorials/fastai/course-v3/nbs/dl1/data/crocs/crocodiles/00000080.jpg'\n",
"cannot identify image file '/home/jupyter/tutorials/fastai/course-v3/nbs/dl1/data/crocs/crocodiles/00000016.jpg'\n",
"cannot identify image file '/home/jupyter/tutorials/fastai/course-v3/nbs/dl1/data/crocs/crocodiles/00000289.jpg'\n",
"alligators\n"
]
},
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" <style>\n",
" \t/* Turns off some styling */\n",
" \tprogress {\n",
"\n",
" \t/* gets rid of default border in Firefox and Opera. */\n",
" \tborder: none;\n",
"\n",
" \t/* Needs to be in here for Safari polyfill so background images work as expected. */\n",
" \tbackground-size: auto;\n",
" }\n",
"\n",
" .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
" background: #F44336;\n",
" }\n",
" </style>\n",
" <progress value='322' class='' max='322', style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
" 100.00% [322/322 00:00<00:00]\n",
" </div>\n",
" "
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"<IPython.core.display.HTML object>"
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"name": "stdout",
"output_type": "stream",
"text": [
"cannot identify image file '/home/jupyter/tutorials/fastai/course-v3/nbs/dl1/data/crocs/alligators/00000131.jpg'\n",
"cannot identify image file '/home/jupyter/tutorials/fastai/course-v3/nbs/dl1/data/crocs/alligators/00000128.jpg'\n",
"cannot identify image file '/home/jupyter/tutorials/fastai/course-v3/nbs/dl1/data/crocs/alligators/00000203.jpg'\n",
"cannot identify image file '/home/jupyter/tutorials/fastai/course-v3/nbs/dl1/data/crocs/alligators/00000108.jpg'\n",
"cannot identify image file '/home/jupyter/tutorials/fastai/course-v3/nbs/dl1/data/crocs/alligators/00000074.jpg'\n",
"cannot identify image file '/home/jupyter/tutorials/fastai/course-v3/nbs/dl1/data/crocs/alligators/00000143.jpg'\n",
"cannot identify image file '/home/jupyter/tutorials/fastai/course-v3/nbs/dl1/data/crocs/alligators/00000075.jpg'\n",
"cannot identify image file '/home/jupyter/tutorials/fastai/course-v3/nbs/dl1/data/crocs/alligators/00000170.jpg'\n"
]
}
],
"source": [
"for c in classes:\n",
" print(c)\n",
" verify_images(path/c, delete=True, max_workers=8)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## View data"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {},
"outputs": [],
"source": [
"np.random.seed(42)\n",
"data = ImageDataBunch.from_folder(path, train=\".\", valid_pct=0.2,\n",
" ds_tfms=get_transforms(), size=224, num_workers=4).normalize(imagenet_stats)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Good! Let's take a look at some of our pictures then."
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"['alligators', 'crocodiles']"
]
},
"execution_count": 38,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data.classes"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 504x576 with 9 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"data.show_batch(rows=3, figsize=(7,8))"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(['alligators', 'crocodiles'], 2, 455, 126)"
]
},
"execution_count": 40,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data.classes, data.c, len(data.train_ds), len(data.valid_ds)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Train model"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {},
"outputs": [],
"source": [
"learn = create_cnn(data, models.resnet34, metrics=accuracy)"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Total time: 01:05\n",
"epoch train_loss valid_loss accuracy\n",
"1 0.852694 0.483115 0.761905 (00:16)\n",
"2 0.712254 0.383771 0.809524 (00:17)\n",
"3 0.658554 0.389401 0.809524 (00:16)\n",
"4 0.602717 0.389006 0.809524 (00:14)\n",
"\n"
]
}
],
"source": [
"learn.fit_one_cycle(4)"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {},
"outputs": [],
"source": [
"learn.save('planets-stage-1')"
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {},
"outputs": [],
"source": [
"learn.unfreeze()"
]
},
{
"cell_type": "code",
"execution_count": 45,
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"LR Finder complete, type {learner_name}.recorder.plot() to see the graph.\n"
]
}
],
"source": [
"learn.lr_find()"
]
},
{
"cell_type": "code",
"execution_count": 46,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"learn.recorder.plot()"
]
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Total time: 02:40\n",
"epoch train_loss valid_loss accuracy\n",
"1 0.519654 0.381490 0.841270 (00:17)\n",
"2 0.434113 0.369038 0.809524 (00:15)\n",
"3 0.401474 0.367377 0.833333 (00:15)\n",
"4 0.429674 0.352437 0.833333 (00:15)\n",
"5 0.421948 0.378502 0.809524 (00:16)\n",
"6 0.400127 0.371601 0.825397 (00:15)\n",
"7 0.380204 0.371173 0.833333 (00:17)\n",
"8 0.350987 0.369012 0.857143 (00:14)\n",
"9 0.341975 0.367739 0.825397 (00:15)\n",
"10 0.332211 0.367116 0.809524 (00:15)\n",
"\n"
]
}
],
"source": [
"learn.fit_one_cycle(10, max_lr=slice(3e-6,3e-4))"
]
},
{
"cell_type": "code",
"execution_count": 48,
"metadata": {},
"outputs": [],
"source": [
"learn.save('planets-stage-2')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Interpretation"
]
},
{
"cell_type": "code",
"execution_count": 49,
"metadata": {},
"outputs": [],
"source": [
"learn.load('planets-stage-2')"
]
},
{
"cell_type": "code",
"execution_count": 50,
"metadata": {},
"outputs": [],
"source": [
"interp = ClassificationInterpretation.from_learner(learn)"
]
},
{
"cell_type": "code",
"execution_count": 51,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"interp.plot_confusion_matrix()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Cleaning Up\n",
"\n",
"Some of our top losses aren't due to bad performance by our model. There are images in our data set that shouldn't be.\n",
"\n",
"Using the `ImageDeleter` widget from `fastai.widgets` we can prune our top losses, removing photos that don't belong.\n",
"\n",
"First we need to get the file paths from our top_losses. Here's a handy function that pulls out all our top_losses:"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [],
"source": [
"from fastai.widgets import *\n",
"\n",
"ds, idxs = DatasetFormatter().from_toplosses(learn, ds_type=DatasetType.Valid)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now we can pass in these paths to our widget."
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "95a2938a868944dc925ce97fb3f34c03",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"HBox(children=(VBox(children=(Image(value=b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x01\\x01\\x01\\x00d\\x00d\\x00\\x00\\xff…"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "8d32c0725747499294b1a6e2cdb53de0",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"Button(button_style='primary', description='Confirm', style=ButtonStyle())"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ImageDeleter(ds, idxs)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Flag photos for deletion by clicking 'Delete'. Then click 'Confirm' to delete flagged photos and keep the rest in that row. The `File_Deleter` will show you a new row of images until there are no more to show. In this case, the widget will show you images until there are none left from `top_losses`."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Putting your model in production"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"['earth', 'jupiter', 'mars', 'mercury', 'neptune', 'saturn', 'uranus', 'venus']"
]
},
"execution_count": 35,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data.classes"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"You probably want to use CPU for inference, except at massive scale (and you almost certainly don't need to train in real-time). If you don't have a GPU that happens automatically. You can test your model on CPU like so:"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"# fastai.defaults.device = torch.device('cpu')"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"path = Path('data/planets')\n",
"img = open_image(path/'earth'/'00000023.jpg')"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"classes = ['earth', 'jupiter', 'mars', 'mercury', 'neptune', 'saturn', 'uranus', 'venus']\n",
"data2 = ImageDataBunch.single_from_classes(path, classes, tfms=get_transforms(), size=224).normalize(imagenet_stats)\n",
"learn = create_cnn(data2, models.resnet34)\n",
"learn.load('planets-stage-2')"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'earth'"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pred_class,pred_idx,outputs = learn.predict(img)\n",
"pred_class"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"So you might create a route something like this ([thanks](https://github.com/simonw/cougar-or-not) to Simon Willison for the structure of this code):\n",
"\n",
"```python\n",
"@app.route(\"/classify-url\", methods=[\"GET\"])\n",
"async def classify_url(request):\n",
" bytes = await get_bytes(request.query_params[\"url\"])\n",
" img = open_image(BytesIO(bytes))\n",
" _,_,losses = learner.predict(img)\n",
" return JSONResponse({\n",
" \"predictions\": sorted(\n",
" zip(cat_learner.data.classes, map(float, losses)),\n",
" key=lambda p: p[1],\n",
" reverse=True\n",
" )\n",
" })\n",
"```\n",
"\n",
"(This example is for the [Starlette](https://www.starlette.io/) web app toolkit.)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Things that can go wrong"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"- Most of the time things will train fine with the defaults\n",
"- There's not much you really need to tune (despite what you've heard!)\n",
"- Most likely are\n",
" - Learning rate\n",
" - Number of epochs"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Learning rate (LR) too high"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"learn = create_cnn(data, models.resnet34, metrics=error_rate)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Total time: 00:50\n",
"epoch train_loss valid_loss error_rate \n",
"1 25.278343 2422.211914 0.861446 (00:50)\n",
"\n"
]
}
],
"source": [
"learn.fit_one_cycle(1, max_lr=0.5)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Learning rate (LR) too low"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [],
"source": [
"learn = create_cnn(data, models.resnet34, metrics=error_rate)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Previously we had this result:\n",
"\n",
"```\n",
"Total time: 00:57\n",
"epoch train_loss valid_loss error_rate\n",
"1 1.030236 0.179226 0.028369 (00:14)\n",
"2 0.561508 0.055464 0.014184 (00:13)\n",
"3 0.396103 0.053801 0.014184 (00:13)\n",
"4 0.316883 0.050197 0.021277 (00:15)\n",
"```"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Total time: 03:45\n",
"epoch train_loss valid_loss error_rate\n",
"1 2.679936 2.277150 0.877510 (00:43)\n",
"2 2.642024 2.253451 0.861446 (00:43)\n",
"3 2.653915 2.216545 0.849398 (00:45)\n",
"4 2.625527 2.207940 0.839357 (00:46)\n",
"5 2.632029 2.205151 0.851406 (00:45)\n",
"\n"
]
}
],
"source": [
"learn.fit_one_cycle(5, max_lr=1e-5)"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"learn.recorder.plot_losses()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"As well as taking a really long time, it's getting too many looks at each image, so may overfit."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Too few epochs"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [],
"source": [
"learn = create_cnn(data, models.resnet34, metrics=error_rate)"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Total time: 00:45\n",
"epoch train_loss valid_loss error_rate\n",
"1 1.817824 1.375534 0.437751 (00:45)\n",
"\n"
]
}
],
"source": [
"learn.fit_one_cycle(1)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Too many epochs"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [],
"source": [
"np.random.seed(42)\n",
"data = ImageDataBunch.from_folder(path, train=\".\", valid_pct=0.9, bs=32, \n",
" ds_tfms=get_transforms(do_flip=False, max_rotate=0, max_zoom=1, max_lighting=0, max_warp=0\n",
" ),size=224, num_workers=4).normalize(imagenet_stats)"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Downloading: \"https://download.pytorch.org/models/resnet50-19c8e357.pth\" to /home/jupyter/.torch/models/resnet50-19c8e357.pth\n",
"100%|██████████| 102502400/102502400 [00:00<00:00, 111229086.98it/s]\n"
]
}
],
"source": [
"learn = create_cnn(data, models.resnet50, metrics=error_rate, ps=0, wd=0)\n",
"learn.unfreeze()"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Total time: 01:58\n",
"epoch train_loss valid_loss error_rate\n",
"1 2.341251 2.158661 0.852637 (00:42)\n",
"2 2.069199 1.906413 0.691149 (00:38)\n",
"3 1.802211 1.842675 0.666196 (00:37)\n",
"\n"
]
}
],
"source": [
"learn.fit_one_cycle(40, slice(1e-6,1e-4))"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.5"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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